{ "_id": "6a1f2892b401979e734235f4", "Package": "mlVAR", "Type": "Package", "Title": "Multi-Level Vector Autoregression", "Version": "0.6.1", "Authors@R": "c(\nperson(\"Sacha\", \"Epskamp\", email = \"mail@sachaepskamp.com\",role = c(\"aut\", \"cre\")),\nperson(\"Marie K.\", \"Deserno\", role = c(\"aut\")),\nperson(\"Laura F.\", \"Bringmann\", role = c(\"aut\")),\nperson(\"Myrthe\", \"Veenman\", role = c(\"ctb\")))", "Maintainer": "Sacha Epskamp ", "Description": "Estimates the multi-level vector autoregression model on\ntime-series data. Three network structures are obtained:\ntemporal networks, contemporaneous networks and\nbetween-subjects networks.", "License": "GPL-2", "BugReports": "https://github.com/SachaEpskamp/mlVAR/issues", "RoxygenNote": "7.3.3", "Config/pak/sysreqs": "cmake libglpk-dev make texlive libicu-dev\nlibjpeg-dev libpng-dev libuv1-dev libxml2-dev libssl-dev", "Repository": "https://sachaepskamp.r-universe.dev", "Date/Publication": "2026-03-16 02:39:11 UTC", "RemoteUrl": "https://github.com/sachaepskamp/mlvar", "RemoteRef": "HEAD", "RemoteSha": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-16 05:25:13 UTC", "User": "root" }, "Author": "Sacha Epskamp [aut, cre],\nMarie K. Deserno [aut],\nLaura F. Bringmann [aut],\nMyrthe Veenman [ctb]", "MD5sum": "3c328b0f51789795dc3df97b94065089", "_user": "sachaepskamp", "_type": "src", "_file": "mlVAR_0.6.1.tar.gz", "_fileid": "7eda005c46bbd7f742ab8c34316b06ffd55c47a3854ebe05a7408913d5129ceb", "_filesize": 296025, "_sha256": "7eda005c46bbd7f742ab8c34316b06ffd55c47a3854ebe05a7408913d5129ceb", "_created": "2026-05-16T05:25:13.000Z", "_published": "2026-06-02T19:01:38.808Z", "_distro": "noble", "_jobs": [ { "job": 79149134098, "time": 239, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "WARNING", "artifact": "7030815459" }, { "job": 79149134510, "time": 271, "config": "linux-release-x86_64", "r": "4.6.0", "check": "WARNING", "artifact": "7030819373" }, { "job": 79149134420, "time": 98, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "WARNING", "artifact": "7030798959" }, { "job": 79149134011, "time": 122, "config": "macos-release-arm64", "r": "4.6.0", "check": "WARNING", "artifact": "7030801841" }, { "job": 79149133841, "time": 263, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7030786998" }, { "job": 79149133689, "time": 178, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7367152854" }, { "job": 79149134364, "time": 138, "config": "windows-devel", "r": "4.7.0", "check": "WARNING", "artifact": "7030803823" }, { "job": 79149134546, "time": 146, "config": "windows-oldrel", "r": "4.5.3", "check": "WARNING", "artifact": "7030805233" }, { "job": 79149134269, "time": 130, "config": "windows-release", "r": "4.6.0", "check": "WARNING", "artifact": "7030802677" } ], "_buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/sachaepskamp/mlvar", "_commit": { "id": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "author": "Sacha Epskamp ", "committer": "Sacha Epskamp ", "message": "Change variance=\"empirical\" to use model partial correlation structure scaled by empirical SDs\n\nInstead of using the full empirical residual covariance, variance=\"empirical\"\nnow uses SD %*% cov2cor(solve(kappa_i)) %*% SD, preserving the model's\npartial correlation structure while scaling by person-specific empirical\nresidual standard deviations.\n\nCo-Authored-By: Claude Opus 4.6 \n", "time": 1773628751 }, "_maintainer": { "name": "Sacha Epskamp", "email": "mail@sachaepskamp.com" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.3.0", "role": "Depends" }, { "package": "lme4", "role": "Imports" }, { "package": "arm", "role": "Imports" }, { "package": "qgraph", "role": "Imports" }, { "package": "dplyr", "version": ">= 1.0.0", "role": "Imports" }, { "package": "clusterGeneration", "role": "Imports" }, { "package": "mvtnorm", "role": "Imports" }, { "package": "corpcor", "role": "Imports" }, { "package": "abind", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "MplusAutomation", "role": "Imports" }, { "package": "graphicalVAR", "role": "Imports" }, { "package": "rlang", "role": "Imports" } ], "_owner": "sachaepskamp", "_selfowned": true, "_usedby": 2, "_updates": [ { "week": "2025-46", "n": 1 }, { "week": "2025-47", "n": 1 }, { "week": "2026-06", "n": 6 }, { "week": "2026-09", "n": 5 }, { "week": "2026-10", "n": 5 }, { "week": "2026-11", "n": 5 }, { "week": "2026-12", "n": 1 } ], "_tags": [], "_stars": 6, "_contributors": [ { "user": "sachaepskamp", "count": 52, "uuid": 1207242 }, { "user": "mariedeserno", "count": 8, "uuid": 9211714 }, { "user": "myrthev", "count": 7, "uuid": 39378038 }, { "user": "romainfrancois", "count": 4, "uuid": 2625526 }, { "user": "bsiepe", "count": 3, "uuid": 81616702 }, { "user": "michaelchirico", "count": 1, "uuid": 7606389 } ], "_userbio": { "uuid": 1207242, "type": "user", "name": "Sacha Epskamp" }, "_downloads": { "count": 1208, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mlVAR" }, "_mentions": 6, "_devurl": "https://github.com/sachaepskamp/mlvar", "_searchresults": 106, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/mlVAR.html", "extra/NEWS.html", "extra/NEWS.txt", "manual.pdf" ], "_homeurl": "https://github.com/sachaepskamp/mlvar", "_realowner": "sachaepskamp", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2015-06-10" }, { "version": "0.3.0", "date": "2016-05-31" }, { "version": "0.3.1", "date": "2016-07-04" }, { "version": "0.3.2", "date": "2016-07-20" }, { "version": "0.3.3", "date": "2017-03-28" }, { "version": "0.4", "date": "2017-09-02" }, { "version": "0.4.1", "date": "2018-08-26" }, { "version": "0.4.2", "date": "2019-01-24" }, { "version": "0.4.3", "date": "2019-06-20" }, { "version": "0.4.4", "date": "2019-10-21" }, { "version": "0.5", "date": "2021-10-25" }, { "version": "0.5.1", "date": "2023-05-16" }, { "version": "0.5.2", "date": "2024-02-01" }, { "version": "0.5.5", "date": "2026-02-06" }, { "version": "0.6.1", "date": "2026-03-17" } ], "_exports": [ "fixedEffects", "getNet", "importMplus", "mlGGM", "mlVAR", "mlVAR0", "mlVARcompare", "mlVARsample", "mlVARsim", "randomEffects", "resimulate", "simulateVAR" ], "_help": [ { "page": "getNet", "title": "Gets a network structure", "topics": [ "getNet" ] }, { "page": "importMplus", "title": "Import output from Mplus", "topics": [ "importMplus" ] }, { "page": "mlGGM", "title": "Multi-Level Gaussian Graphical Model Estimation", "topics": [ "mlGGM", "plot.mlGGM", "print.mlGGM", "summary.mlGGM" ] }, { "page": "mlVAR", "title": "Multilevel VAR Estimation for Multiple Time Series", "topics": [ "mlVAR", "predict.mlVAR", "residuals.mlVAR", "resimulate", "resimulate.mlVAR" ] }, { "page": "fixedEffects", "title": "Fixed and random effects", "topics": [ "fixedEffects", "randomEffects" ] }, { "page": "mlVAR0", "title": "Multilevel VAR Estimation for Multiple Time Series", "topics": [ "mlVAR0" ] }, { "page": "printsummary0", "title": "print and summary functions for mlVAR0 objects", "topics": [ "print.mlVAR0", "summary.mlVAR0" ] }, { "page": "mlVARcompare", "title": "Compare mlVAR model fit", "topics": [ "mlVARcompare" ] }, { "page": "mlVARsample", "title": "Simulator function given an mlVAR object", "topics": [ "mlVARsample", "summary.mlVARsample" ] }, { "page": "mlVARsim", "title": "Simulates an mlVAR model and data", "topics": [ "mlVARsim" ] }, { "page": "plot.mlVAR", "title": "Plot Method for mlVAR", "topics": [ "plot.mlVAR", "plot.mlVARsim" ] }, { "page": "plotMethod0", "title": "Plot Method for mlVAR0", "topics": [ "plot.mlVAR0" ] }, { "page": "simulateVAR", "title": "Simulate data from VAR model", "topics": [ "simulateVAR" ] }, { "page": "summary.mlVAR", "title": "Summary of mlVAR results", "topics": [ "print.mlVAR", "summary.mlVAR" ] } ], "_rundeps": [ "abind", "arm", "askpass", "backports", "base64enc", "boot", "bslib", "cachem", "checkmate", "cli", "cluster", "clusterGeneration", "coda", "codetools", "colorspace", "corpcor", "cpp11", "curl", "data.table", "digest", "dplyr", "evaluate", "farver", "fastDummies", "fastmap", "fdrtool", "fontawesome", "foreach", "foreign", "Formula", "fs", "generics", "ggplot2", "glasso", "glmnet", "glue", "GPArotation", "graphicalVAR", "gridExtra", "gsubfn", "gtable", "gtools", "highr", "Hmisc", "htmlTable", "htmltools", "htmlwidgets", "httr", "igraph", "isoband", "iterators", "jpeg", "jquerylib", "jsonlite", "knitr", "labeling", "lattice", "lavaan", "lifecycle", "lme4", "magrittr", "MASS", "Matrix", "memoise", "mime", "minqa", "mnormt", "MplusAutomation", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "openssl", "pander", "pbapply", "pbivnorm", "pillar", "pkgconfig", "plyr", "png", "proto", "psych", "qgraph", "quadprog", "R6", "rappdirs", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "reformulas", "reshape2", "rlang", "rmarkdown", "rpart", "rstudioapi", "S7", "sass", "scales", "shape", "stringi", "stringr", "survival", "sys", "texreg", "tibble", "tidyselect", "tinytex", "utf8", "vctrs", "viridisLite", "withr", "xfun", "xtable", "yaml" ], "_score": 6.985894595051089, "_indexed": true, "_nocasepkg": "mlvar", "_universes": [ "sachaepskamp" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.6.1", "date": "2026-05-16T05:28:34.000Z", "distro": "noble", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "15b7f7d3dd40cb164e3e4bb18812e756410575e41c4675c5a2680f1c2b5970d5", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.6.0", "os": "linux", "version": "0.6.1", "date": "2026-05-16T05:29:09.000Z", "distro": "noble", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "2e49420bf6700a757dae6e8ae22387ff65113b64aa34b0f4ad3a7df4b09aa2a3", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.5.3", "os": "mac", "version": "0.6.1", "date": "2026-05-16T05:26:44.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "a95b280caf0656ac4e4a1af7ff6fd4ed2beada72fe0ee3bcf8739deff7665dfc", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.6.0", "os": "mac", "version": "0.6.1", "date": "2026-05-16T05:27:01.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "6e902be5689f147502a40020f7951a545f9d9b6e945295f959b56e5a6ee7d508", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.7.0", "os": "win", "version": "0.6.1", "date": "2026-05-16T05:26:49.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "4b4d4975f66906b283744055839f51aad1eb847d9955d50ad93d4ab253c3d094", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.5.3", "os": "win", "version": "0.6.1", "date": "2026-05-16T05:26:50.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "1c5ff020b489ffdfe3bbb0228ae442afef7f18de69cf804f9d5caa3f928f34fd", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.6.0", "os": "win", "version": "0.6.1", "date": "2026-05-16T05:26:43.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "c17d05f7d2b2f13fee2442fb5a0699d56b9036432980bf32aaf6cbf111fa4ae5", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" }, { "r": "4.6.0", "os": "wasm", "version": "0.6.1", "date": "2026-06-02T19:00:04.000Z", "commit": "e43dab5a1ac7b9133d37c8c0419dfcf81d8dc28d", "fileid": "b45f08c4d2dc73efbeffb52577c51995d9f53f468300f5ba0a13fcdf005b1407", "status": "success", "buildurl": "https://github.com/r-universe/sachaepskamp/actions/runs/25953740608" } ] }